Features
What is available today, and what is not yet
We label every capability. Available means it is in the product now. Coming soon means it is being built and you should not plan around it.
Available
In the console now
Jobs with a live log
Submit a job by kind, follow its event log as it runs, cancel it, and see its reserved and settled cost.
AvailablePrepaid credits
Buy credit packs. A run holds its worst-case cost first and is refused up front, before anything starts, if that is more than your balance.
AvailableDatasets
Upload files straight to storage; the server re-checks size and hash. Preview rows before you use a dataset.
AvailableModel registry
Base models and adapters with evaluation results shown exactly as the server reports them.
AvailableGPU fine-tuning and evaluation
Train a LoRA or QLoRA adapter on a dataset, score the base model and the adapter on the same held-out cases, and read a verdict the server computes from the stored results. Verified end to end on a T4 GPU with SmolLM2-135M-Instruct. Other GPU classes and base models are offered but not yet exercised; gated models (Llama) cannot run; datasets over 50 MiB and Parquet files cannot train; one task and one seed so far.
AvailableResult viewers
Brainwaves, Precision lab and Anatomy viewers render those job results, with the raw JSON one tab away.
AvailableCompare
Put two captures side by side (Brainwaves and Precision lab).
AvailableArtifacts
Download and upload files through presigned links that expire within 15 minutes.
AvailableTeam and API keys
Admin and member roles, keys with an expiry, shown once, organization switching.
AvailableNotifications
In-app notices for job outcomes, credit and billing events, kept for 90 days.
AvailableExport and deletion
Organization admins can export their data and request deletion, with a 7-day grace period and a signed certificate.
AvailableDocumentation and status
A public API reference, guides, and a live status page.
Available
Coming soon
Being built
None of these are claims about what the product does today. We will move an item up only once it has run end to end.
Brainwaves, Precision lab and Anatomy on managed GPUs
The viewers are built. Running these jobs on managed compute is not yet verified.
Coming soonResearch agent
An assistant that plans and runs fine-tune experiments for you. Under construction.
Coming soonWebhooks
The service sends none today. Stream events or poll instead (see the docs).
Coming soonEmail notifications
Built but not enabled for the hosted service.
Coming soon